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Suyi Li

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Toppings: CPU-Assisted, Rank-Aware Adapter Serving for LLM InferenceUSENIX ATC '252025-07-07
System pins the base LLM on GPUs and dynamically loads LoRA adapters from host memory, while CPU-assisted LoRA computation precomputes the lightweight XAB…
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BatchCrypt: Efficient Homomorphic Encryption for Cross-Silo Federated LearningUSENIX ATC '202020-07-15
BatchCrypt encodes batches of quantized gradients into single long integers, uses two's-complement packing plus zeros padding and an analytical clipping method…
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